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Network Appliance NetApp Certified AI Expert Exam Sample Questions (Q88-Q93):
NEW QUESTION # 88
A team has deployed a Retrieval-Augmented Generation (RAG) system to answer customer queries. Recently, users have complained that the answers provided by the chatbot are outdated and do not reflect the latest product updates. An architect investigates and finds the following status log from the RAG pipeline's data ingestion monitor.
Timestamp: 2025-07-11T14:00:00Z
System: RAG Pipeline Monitor
Status: WARNING
Message: Vector DB freshness check failed.
Source data appears stale.
Vector_DB_Last_Update: 2025-06-10T08:00:00Z
Knowledge_Base_Last_Modified: 2025-07-11T13:15:00Z
Data_Sync_Service: BlueXP copy and sync
Sync_Job_Status: Succeeded
Based on the log, what is the most likely cause of the outdated answers?
- A. The BlueXP copy and sync service is failing to copy data to the staging area.
- B. The process that converts staged documents into vectors and updates the vector database is not running.
- C. The knowledge base itself has not been updated with the latest product information.
- D. The LLM needs to be fine-tuned with the new product information.
Answer: B
NEW QUESTION # 89
Which of the following applications use AI in the healthcare industry? (Choose two)
- A. Managing hospital supply chains
- B. Diagnosing diseases
- C. Automating financial reporting
- D. Predicting patient outcomes
Answer: B,D
NEW QUESTION # 90
Which AI technology is used to generate new, never-before-seen content such as images or text?
- A. Reinforcement AI
- B. Generative AI
- C. Predictive AI
- D. Supervised AI
Answer: B
NEW QUESTION # 91
To meet HIPAA compliance, the first step in the data pipeline is to identify all medical scans that contain embedded PII. The solution must be automated and capable of scanning data in-place on the on-premises ASA system.
Which two technologies should be used to accomplish this identification and tagging task?
(Choose 2.)
- A. A manual review process where technicians visually inspect each scan for PII.
- B. NetApp BlueXP classification, configured to scan the on-premises ASA working environment.
- C. A custom "PII" category within BlueXP classification to identify specific medical record number formats.
- D. NetApp SnapLock to make the source data immutable before scanning.
- E. A custom Python script that uses regular expressions to search file contents.
Answer: B,C
NEW QUESTION # 92
Which of the following are typical requirements for inferencing in AI models? (Choose two)
- A. Cloud-based inference only
- B. Pre-trained models
- C. Loading the model into memory
- D. Extensive training data
Answer: B,C
NEW QUESTION # 93
......
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